# Aindo vs TSGM

| Attribute | Aindo | TSGM |
|---|---|---|
| **Vioscale score** | 36.3 (14% (low)) | 43 (27% (low)) |
| activity.commits_last_30d | - | 0 |
| adoption.dependent_repos | - | 0 |
| adoption.github_stars | - | 225 |
| deployment.options | `{"cloud":true,"self_hosted":true}` | `{"self_hosted":true}` |
| description.long | A platform that uses generative AI to create synthetic datasets from real data, enabling healthcare organizations and researchers to conduct analysis, develop AI models, and run clinical trials while preserving patient privacy and regulatory compliance. | A Python framework for creating artificial time series datasets and assessing their quality across statistical properties, privacy, and usefulness for downstream tasks. Includes pre-configured access to 140+ real-world time series datasets and multiple generative methods. |
| features.capabilities | `{"deployment":"both","pricing_model":"contact-sales","industry_focus":"healthcare","generation_method":"LLM/transformer","relational_integrity":true,"fidelity_utility_reporting":true}` | `{"deployment":"self_host","open_source":true,"pricing_model":"open_source","industry_focus":"healthcare","fidelity_utility_reporting":true}` |
| language.primary | - | Python |
| license.spdx | - | Apache-2.0 |
| market.availability | `{"hqCountry":"IT","primaryMarkets":["EU"],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` | - |
| platform.support | `{"web":true}` | `{"cli":true}` |
| pricing | - | `{"type":"open_source","freeTier":true,"sourceUrl":"https://github.com/pricing","retrievedAt":"2026-08-21T11:10:12.339Z"}` |
| pricing.free_tier | - | yes |
| pricing.model | - | commercial |
| pricing.price_level | - | free |
| pricing.transparent | - | yes |
| release.cadence_days | - | 88 |
| release.history | - | `[{"url":"https://github.com/AlexanderVNikitin/tsgm/releases/tag/v0.1.0","date":"2025-11-08T16:09:01Z","type":"stable","version":"v0.1.0"},{"url":"https://github.com/AlexanderVNikitin/tsgm/releases/tag/v0.0.7","date":"2024-06-24T14:04:54Z","type":"stable","version":"v0.0.7"},{"url":"https://github.com/AlexanderVNikitin/tsgm/releases/tag/v0.0.6","date":"2024-05-24T10:16:15Z","type":"stable","version":"v0.0.6"},{"url":"https://github.com/AlexanderVNikitin/tsgm/releases/tag/v0.0.5","date":"2024-03-24T18:13:59Z","type":"stable","version":"v0.0.5"},{"url":"https://github.com/AlexanderVNikitin/tsgm/releases/tag/v0.0.4","date":"2023-12-15T19:37:20Z","type":"stable","version":"v0.0.4"},{"url":"https://github.com/AlexanderVNikitin/tsgm/releases/tag/v0.0.3","date":"2023-09-28T19:25:50Z","type":"stable","version":"v0.0.3"},{"url":"https://github.com/AlexanderVNikitin/tsgm/releases/tag/v0.0.2","date":"2023-04-16T07:26:37Z","type":"stable","version":"v0.0.2"}]` |
| security.gdpr | yes | - |
| security.iso27001 | yes | - |
| security.vulnerabilities | - | `{"count":0,"source":"https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=pypi&package_name=tsgm&per_page=100","last_12m":0,"max_severity":null}` |

## Capabilities (Synthetic Data)

| Capability | Aindo | TSGM |
|---|:--:|:--:|
| **Capabilities** |  |  |
| Generation method | LLM/transformer | - |
| Relational integrity | ✓ | - |
| Differential privacy | - | - |
| Privacy risk scoring | - | - |
| Fidelity utility reporting | ✓ | ✓ |
| Masking included | - | - |
| Deployment | Both | Self host |
| Open source | - | ✓ |
| Ci cd integration | - | - |
| Industry focus | Healthcare | Healthcare |
| SOC2 | - | - |
| HIPAA available | - | - |
| Pricing model | Contact sales | Open source |

*Source: Vioscale. Generated 2026-09-01T14:46:43.251Z. "-" = undocumented, not absent.*